Department of Statistics, DeberBirhan University, Debrebirhan, Ethiopia.
Department of Statistics, Hawassa University, Hawassa, Ethiopia.
Afr Health Sci. 2021 Sep;21(3):1201-1213. doi: 10.4314/ahs.v21i3.29.
Cardiovascular diseases (CVDs) is disorders of heart and blood vessels. It is a major health problem across the world, and 82% of CVD deaths is contributed by countries with low and middle income. The aim of this study was to choose appropriate model for the survival of cardiovascular patients data and identify the factors that affect the survival of cardiovascular patients at Addis Ababa Cardiac Center.
A Retrospective study was conducted on patients under follow-up at Addis Ababa Cardiac Center between September 2010 to December 2018. The patients included have made either post operation or pre-operation. Out of 1042 cardiac patients, a sample of 332 were selected for the current study using simple random sampling technique. Non-parametric, semi-parametric and parametric survival models were used and comparisons were made to select the appropriate predicting model.
Among the sample of 332 cardiac patients, only 67(20.2%) experienced CVD and the remaining 265(79.8%) were censored. The median and the maximum survival time of cardiac patients was 1925 and 1403 days respectively. The estimated hazard ratio of male patients to female patients is 1.926214 (95%CI: 1.111917-3.336847; p = 0.019) implying that the risk of death of male patients is 1.926214 times higher than female cardiac patients keeping the other covariates constant in the model. Even if, all semi parametric and parametric survival models fitted to the current data well, various model comparison criteria showed that parametric/weibull AFT survival model is better than the other.
The governmental and non-governmental stakeholders should pay attention to give training on the risk factors identified on the current study to optimize individual's knowledge and awareness so that death due to CVDs can be minimized.
心血管疾病(CVDs)是心脏和血管的疾病。它是全世界的一个主要健康问题,82%的 CVD 死亡发生在中低收入国家。本研究的目的是为心血管患者数据的生存选择合适的模型,并确定影响亚的斯亚贝巴心脏中心心血管患者生存的因素。
对 2010 年 9 月至 2018 年 12 月在亚的斯亚贝巴心脏中心接受随访的患者进行回顾性研究。包括已接受手术或术前治疗的患者。在 1042 例心脏患者中,采用简单随机抽样技术抽取了 332 例作为当前研究的样本。使用非参数、半参数和参数生存模型进行比较,并选择合适的预测模型。
在 332 例心脏患者样本中,仅有 67 例(20.2%)发生 CVD,其余 265 例(79.8%)被删失。心脏患者的中位和最大生存时间分别为 1925 天和 1403 天。男性患者与女性患者的估计风险比为 1.926214(95%CI:1.111917-3.336847;p=0.019),这意味着在模型中保持其他协变量不变的情况下,男性患者死亡的风险是女性心脏患者的 1.926214 倍。即使当前数据拟合的各种半参数和参数生存模型都很好,但各种模型比较标准表明,参数/威布尔 AFT 生存模型优于其他模型。
政府和非政府利益相关者应注意对当前研究确定的危险因素进行培训,以优化个人的知识和意识,从而最大限度地减少 CVD 导致的死亡。